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Mamoru Sobue

PROFILE

Mamoru Sobue

Hilo Soblin developed advanced planning, mapping, and safety modules for the Autoware Foundation’s autonomous driving stack, focusing on the autoware.universe and autoware.core repositories. He engineered robust intersection and goal planning logic, introducing state machines, trajectory APIs, and collision detection enhancements using C++ and ROS 2. His work included modularizing Lanelet2 map handling, implementing MapHandler and RouteManager classes, and refining path planning with Bezier curves and lanelet-based routing. By integrating configuration management, unit testing, and detailed documentation, Hilo improved system reliability, maintainability, and developer onboarding, demonstrating depth in algorithm development, code organization, and cross-repo architectural alignment.

Overall Statistics

Feature vs Bugs

88%Features

Repository Contributions

144Total
Bugs
10
Commits
144
Features
70
Lines of code
137,959
Activity Months13

Work History

October 2025

13 Commits • 8 Features

Oct 1, 2025

October 2025 performance highlights across Autoware projects. Focused on delivering modular map and route-management capabilities, advancing safety-critical intersection behavior, and improving developer productivity through documentation and configuration cleanup. The work enabled more accurate route planning, VRU-aware mapping, and robust stopline calculations, underpinned by expanded test coverage and clearer documentation across repositories.

September 2025

6 Commits • 4 Features

Sep 1, 2025

September 2025 highlights: Across Autoware Core and Autoware Universe, delivered reliability improvements for Lanelet2 map handling, enhanced data interoperability, and safety-oriented collision checks. Key outcomes: - Lanelet2 map data node order bug fixed for map validation and topology integrity. - Lanelet2 data/ROS binary message conversion added for serialization/deserialization and cross-component data transfer. - Core routing utilities for Lanelet2 introduced: nearest-neighbor search (constrained/unconstrained), LaneSequence class, plus test-case generation utilities. - PlannerData documentation enhanced with detailed docstrings. - Overtake-path filtering in intersection collision module added to skip collision checks for paths overtaking the ego, reducing unnecessary braking. Business value: more reliable maps, safer intersection behavior, streamlined data flow, and faster developer onboarding. Technologies/skills demonstrated: C++, ROS, Lanelet2, lanelet2_utils, test_case_generator, and documentation practices.

August 2025

8 Commits • 6 Features

Aug 1, 2025

August 2025 performance summary: Delivered cross-repo safety and planning improvements across autoware.universe, autoware_launch, and autoware.core. Key features focused on safety, robustness, and maintainability, with several timer and filtering refactors to reduce false positives and stabilize behavior in production deployments. The work enabled more reliable planning decisions, safer vehicle responses, and easier future maintenance.

July 2025

8 Commits • 5 Features

Jul 1, 2025

July 2025 monthly summary focusing on key accomplishments, business value and technical achievements across Autoware Universe, Autoware Launch, and Autoware Core. Deliveries center on safety-critical intersection behavior, planner performance, and routing enhancements, complemented by improved logging practices and configurable behavior for occluded intersections. These outcomes reduce safety risk, improve planner efficiency, and enhance operational control and observability across the stack.

June 2025

9 Commits • 4 Features

Jun 1, 2025

June 2025 performance summary for Autoware development efforts across autoware.universe and autoware_launch. Focused on safety, reliability, and planning robustness in complex intersections, with notable improvements to intersection behavior, stopping logic, and goal planning, plus a bug fix that enhances path lanelet generation and collision detection. The month delivered tangible business value by enabling smoother, more predictable behavior in high-traffic scenarios, reducing abrupt braking, and improving planning reliability for replans in response to changing road conditions.

May 2025

3 Commits • 2 Features

May 1, 2025

May 2025 monthly summary for Autoware Foundation work focused on safety-critical intersection enhancements, robust path interpolation, and expanded trajectory construction capabilities, with targeted bug fixes to improve robustness and reliability.

April 2025

17 Commits • 11 Features

Apr 1, 2025

April 2025 monthly performance summary focusing on delivering developer-facing trajectory API enhancements, robustness fixes, and API-stability refactors across Autoware core, lanelet2 extension, and universe. The work emphasized business value, safety, and developer experience by consolidating API documentation, improving trajectory construction utilities, and hardening trajectory handling across modules. Key features delivered: - Trajectory API Documentation and Construction Utilities: consolidated docs and user-facing improvements for autoware_trajectory, including API descriptions, nomenclature alignment, plotting examples, and pretty_build() support to simplify planning/control tooling. ( commits: 5a56426c8e422d34a201a945e5d8db03fe9fe91a; affdbbd82c0a3c44d088565b597322ed5082b60b; 19090a24fe7904eb6c53838fc5eed46acfad281e) - Trajectory Robustness and Integrity Fixes: re-established base_addition callback after moves and enforced safe handling of near-identical points to improve trajectory integrity during object motion. (commits: 8101a4528bcac47d42ce093ff0e0fd6239fdda35; ceda7f43fe911b9b7bb06ed664d1227bbff7b996) - Trajectory Shifting Enhancements: refined shift algorithms, base-length calculations, and data sanitization with added documentation and examples to improve planning robustness. (commit: ac27d62d69acb303b4ce64486c1b8c8fbf16626e) - Codebase Refactor: Experimental Namespace: reorganized autoware_lanelet2_utils and autoware_trajectory into the experimental namespace to streamline API stability workstreams. (commits: 724c77099ac8bfe3b31e4b1f02ba03a999de561d; 6caacc7a258eee3228c8cc17e953821fc9e2aaeb) - Route Handling API Improvements: added get_shoulder_lanelet_sequence overload and simplified API by removing the now-unnecessary only_route_lanes parameter, ensuring route-lane constraints by default. (commits: 9d3f0fda9ad2a07964153cc3c3aa18465165dc96; dcb28bd2d9ee655eca26c777f33cbdc6ca3dbaeb) - Geometry Utility API Enhancement: deprecated checkCollision() in favor of autoware_utils_geometry::intersect for a more robust intersection API. (commit: 6787062724f8bc9a85c69d0a74469bff14f39cc8) - Build System and CMake Maintenance: explicit listing of sources and tests and differential build compatibility updates to ensure reliable compilation. (commit: 3289744f88e9af876f78e17320b3bd4e0af6a322) - autoware_lanelet2_extension: reduced external dependencies by integrating normalize_radian and adding tests to validate behavior. (commit: 8bdb467b805805304c6803d89236fbd3f4955448) - autoware.universe: multiple improvements across blind spot detection, virtual traffic light collision detection, diagnostic updater, and goal planner simplification, reflecting a broader impact across perception and planning stacks. (commits: 1bc0b5b1dc471762a621fe6edefac6159a306af1; 78b51358268ac00d8add9d14fe7e5b838cc30383; 3898a1f24327da7e6dc550072e2fed6b3745269c; 7b5806ef2a1121490c42b64b10af7ac660295437) Major bugs fixed: - Trajectory integrity during object motion: restored base_addition callback after moves and prevented issues with near-identical points. - Collision detection modernization: replaced legacy checkCollision with autoware_utils_geometry::intersect for more robust results. - Build and test reliability: aligned CMake and differential build support to prevent compilation regressions. Overall impact and accomplishments: - API stability and usability: moved toward a more cohesive, well-documented trajectory API with better naming consistency and examples, easing onboarding and tooling usage for developers. - Robustness and safety: improved trajectory integrity under dynamic scenes and more reliable collision and lanelet handling. - Operational productivity: reduced external dependencies, streamlined build processes, and better test coverage across core repos. - Cross-repo alignment: consistent refactoring and API simplifications across core, lanelet extension, and universe, enabling safer API evolution. Technologies and skills demonstrated: - CMake and differential builds, explicit file tracking, and build maintenance. - Namespace organization and code refactoring to experimental branches for API stability. - Geometry utilities and robust intersection APIs, including deprecation paths. - ROS-based module integration across trajectory, lanelet2 extension, and universe stacks.

March 2025

15 Commits • 5 Features

Mar 1, 2025

In 2025-03, notable progress was made across Autoware Universe and Autoware Core, delivering tangible features, addressing core planning and trajectory reliability, and laying groundwork for scalable utilities and maintainable code. The month emphasized business value through safer planning, clearer documentation, and reusable components to accelerate downstream development and deployments.

February 2025

13 Commits • 4 Features

Feb 1, 2025

February 2025 monthly performance summary focusing on business value and technical achievements across Autoware's path planning and mission planning components. Deliveries spanned two repositories: autoware.universe and tier4/autoware_launch. Highlights include reliability and correctness improvements in goal planning, targeted performance optimizations for the behavior/path planning stack, robustness enhancements in mission planning footprints, and essential maintenance to reduce dead code and build issues. A dedicated lane-change alignment improvement in the launch workspace complemented the core planner work.

January 2025

21 Commits • 8 Features

Jan 1, 2025

January 2025 performance summary: Delivered a broad set of feature enhancements and stability fixes across Autoware Universe, Autoware Launch, and Autoware Tools. Focus areas included planning reliability, visualization/testing improvements, and maintainability through centralization of configurations and refactors. The month culminated in safer, smoother planning behaviors, streamlined developer workflows, and clearer documentation for end users and contributors.

December 2024

16 Commits • 5 Features

Dec 1, 2024

December 2024 performance summary: Delivered substantial improvements across core planning and tooling, elevating safety, reliability, and developer productivity. Key feature work focused on Goal Planner enhancements and refactor, including a move to free functions, dedicated PathDecisionStateController, centralized stop reason handling, multitasking freespace and lane parking, and a Bezier-based pull-over planner with improved path sorting. Introduced visualization and test utilities improvements to boost test coverage and debugging capabilities. Reorganized the blind spot module for clearer headers and utilities, with updated planning test ownership. Expanded Autoware.tools with a Dangling intersection_area validator (with tests and docs) to prevent invalid references. Static analysis improvements were made by excluding the examples directory to reduce noise. These changes collectively improve stability, maintainability, and delivery confidence, enabling faster iteration on planning features and safer autonomous operation.

November 2024

14 Commits • 7 Features

Nov 1, 2024

November 2024 performance summary focusing on feature delivery, risk reduction, and tooling improvements across Autoware Universe and Autoware Tools. No explicit major bug fixes recorded for this period. Emphasis on maintainability, testability, safety improvements, and developer productivity through code refactors, tooling, and expanded test/validation support.

October 2024

1 Commits • 1 Features

Oct 1, 2024

October 2024: Delivered a key enhancement to Autoware Test Utilities by enabling YAML-template parsing for traffic light messages and operation mode states, significantly improving test realism and coverage.

Activity

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Quality Metrics

Correctness88.8%
Maintainability88.8%
Architecture86.6%
Performance76.8%
AI Usage20.2%

Skills & Technologies

Programming Languages

C++CMakeCMakeScriptConfigurationMarkdownPythonSVGXMLYAMLcpp

Technical Skills

3D PlottingAPI DesignAlgorithm DevelopmentAlgorithm OptimizationAlgorithmsAutonomous DrivingAutonomous Driving SystemsBehavior PlanningBehavioral PlanningBoost.GeometryBuild System ManagementBuild SystemsC++C++ DevelopmentCI/CD

Repositories Contributed To

6 repos

Overview of all repositories you've contributed to across your timeline

autowarefoundation/autoware.universe

Dec 2024 Oct 2025
11 Months active

Languages Used

C++ConfigurationCMakeYAMLMarkdownPythonSVGcpp

Technical Skills

Autonomous DrivingC++Code QualitySoftware DevelopmentStatic AnalysisAutonomous Driving Systems

autowarefoundation/autoware.core

Mar 2025 Oct 2025
7 Months active

Languages Used

C++CMakeMarkdownPythonSVGXMLCMakeScript

Technical Skills

API DesignAlgorithmsAutonomous DrivingC++C++ DevelopmentCMake

vish0012/autoware.universe

Oct 2024 Dec 2024
3 Months active

Languages Used

C++YAMLCMakePythonXMLMarkdown

Technical Skills

C++ DevelopmentData ParsingROS 2Testing UtilitiesAutonomous DrivingAutonomous Driving Systems

tier4/autoware_launch

Jan 2025 Oct 2025
6 Months active

Languages Used

YAMLyaml

Technical Skills

Autonomous DrivingConfiguration ManagementDebugging ToolsPath PlanningROSRViz Configuration

tier4/autoware_tools

Nov 2024 Jan 2025
3 Months active

Languages Used

C++CMakeMarkdownXML

Technical Skills

Build SystemsC++CMakeCode OrganizationRefactoringSoftware Design

autowarefoundation/autoware_lanelet2_extension

Apr 2025 Apr 2025
1 Month active

Languages Used

C++CMake

Technical Skills

C++CMakeDependency ManagementUnit Testing

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